Will AI replace Recycling and Reclamation Workers?

What this score means

Recycling and Reclamation Workers is among the least exposed roles in Transportation. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 14 out of 100 it scores 6 points below the Transportation average of 20. Across the 5 sources behind this baseline, individual estimates run from 5 to 39, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Recycling and Reclamation Workers, most central first, showing 12 of 14.

• 01Sort materials, such as metals, glass, wood, paper or plastics, into appropriate containers for recycling.
• 02Clean recycling yard by sweeping, raking, picking up broken glass and loose paper debris, or moving barrels and bins.
• 03Operate forklifts, pallet jacks, power lifts, or front-end loaders to load bales, bundles, or other heavy items onto trucks for shipping to smelters or other recycled materials processing facilities.
• 04Sort metals to separate high-grade metals, such as copper, brass, and aluminum, for recycling.
• 05Clean, inspect, or lubricate recyclable collection equipment or perform routine maintenance or minor repairs on recycling equipment, such as star gears, finger sorters, destoners, belts, and grinders.
• 06Collect and sort recyclable construction materials, such as concrete, drywall, plastics, or wood, into containers.
• 07Extract chemicals from discarded appliances, such as air conditioners or refrigerators, using specialized machinery, such as refrigerant recovery equipment.
• 08Deposit recoverable materials into chutes or place materials on conveyor belts.
• 09Operate balers to compress recyclable materials into bundles or bales.
• 10Clean materials, such as metals, according to recycling requirements.
• 11Record logs of recycled materials or waste chemicals removed from products.
• 12Operate processing equipment, such as fiber-sorters and grinders, to sort, crush, or grind recyclable materials.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 5 research sources that scored Recycling and Reclamation Workers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
• 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
• 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
• 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
• 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)

Common questions

How likely is AI to replace Recycling and Reclamation Workers?

Published research puts Recycling and Reclamation Workers at 14 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.

Do researchers agree on the risk for Recycling and Reclamation Workers?

Only partly. Individual estimates for Recycling and Reclamation Workers run from 5 to 39 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.

Which transportation roles face similar AI exposure?

The closest published transportation roles to Recycling and Reclamation Workers by score are Aircraft Cargo Handling Supervisors (14/100), Industrial Truck and Tractor Operators (15/100), and Railroad Brake, Signal, and Switch Operators and Locomotive Firers (15/100). Each has its own page with the research behind its number.

Also covers

Auto Dismantler · Bobcat Driver · Box Sorter · Computer Recycling Worker · Convenience Recycle Center Technician (Convenience Recycle Center Tech) · Deconstruction and Decontamination Waste Operations Specialist (D and D Waste Operations Specialist) · Household Hazardous Waste Recycling Worker · Materials Sorter and related titles

More transportation occupations

• Airline Pilots, Copilots, and Flight Engineers16/100
• Cleaners of Vehicles and Equipment16/100
• First-Line Supervisors of Transportation Workers, All Other16/100
• Industrial Truck and Tractor Operators15/100
• Railroad Brake, Signal, and Switch Operators and Locomotive Firers15/100
• Wellhead Pumpers15/100
• Aircraft Cargo Handling Supervisors14/100
• Automotive and Watercraft Service Attendants12/100